Convolutional Neural Network-Based Transformer Fault Diagnosis Using Vibration Signals.

Fast and accurate fault diagnosis is crucial to transformer safety and cost-effectiveness. Recently, vibration analysis for transformer fault diagnosis is attracting increasing attention due to its ease of implementation and low cost, while the complex operating environment and loads of transformers also pose challenges. This study proposed a novel deep-learning-enabled method for fault diagnosis of dry-type transformers using vibration signals. An experimental setup is designed to simulate different faults and collect the corresponding vibration signals. To find out the fault information hidden in the vibration signals, the continuous wavelet transform (CWT) is applied for feature extraction, which can convert vibration signals to red-green-blue (RGB) images with the time-frequency relationship. Then, an improved convolutional neural network (CNN) model is proposed to complete the image recognition task of transformer fault diagnosis. Finally, the proposed CNN model is trained and tested with the collected data, and its optimal structure and hyperparameters are determined. The results show that the proposed intelligent diagnosis method achieves an overall accuracy of 99.95%, which is superior to other compared machine learning methods.

Involvement of purinergic 2X4 receptor in glycoprotein 120-induced pyroptosis in dorsal root ganglia.

Pyroptosis is a type of programmed cell death, displaying caspase-1-dependent and pro-inflammatory features. Purinergic 2X4 (P2X4 ) receptor activation in response to high-adenosine triphosphate release can induce inflammation. Envelope glycoprotein 120 (gp120) of human immunodeficiency virus type 1 is considered one of the primary pathogens leading to neuronal injury. In this study, we investigated the possible role of P2X4 receptor activation in gp120-triggered pyroptosis in cultured satellite glial cells (SGCs) of rat dorsal root ganglia (DRG). MTS assay, TdT-mediated dUTP Nick-end labeling assay, real-time RT-PCR, and western blotting et al. methods were used. The results indicated that the expression of P2X4 receptor in SGCs of DRG was up-regulated upon cultured with gp120 for 24 h. The highest decrease in viability of SGCs due to gp120 treatment was accompanied by marked increases of positive pyroptosis cells and cellular lactate dehydrogenase release, elevated levels of interleukin-1ß, interleukin-18, active caspase-1 and NOD-like receptor family, pyrin domain containing 1, and enhanced phosphorylation of p38MAPK. These abnormal changes because of gp120 were significantly inhibited and cell viability was markedly improved when SGCs of DRG were treated with short hairpin RNAs targeting P2X4 receptor. Our data suggest that silencing of P2X4 receptor may act effectively against gp120-induced pyroptosis mediated by the activation of NOD-like receptor family, pyrin domain containing 1 inflammasome and caspase-1 signaling in SGCs of DRG.

Pinocembrin Inhibits P2X4 Receptor-Mediated Pyroptosis in Hippocampus to Alleviate the Behaviours of Chronic Pain and Depression Comorbidity in Rats.

Neuroinflammation is critical to the comorbidity of chronic pain and depression. Pyroptosis is an inflammatory cell death that is different from apoptosis. Activation of the P2X4 receptor leads to inflammation and is involved in chronic pain and depression. Pinocembrin (5,7-dihydroxyflavanone) is a natural flavonoid compound with anti-inflammatory, antioxidant and neuroprotective effects. In this study, an animal model of chronic pain and depression comorbidity was used to explore the therapeutic effect of pinocembrin in P2X4-mediated pyroptosis. The results showed that nociceptive behaviours and depression-like behaviours were obvious in the model rats induced by chronic constrictive injury (CCI) and chronic unpredictable mild stimulus (CUMS). In the model rats, the mRNA and protein levels of the P2X4 receptor in the hippocampus were increased, and the coexpression of P2X4 and the astrocyte marker glial fibrillary acidic protein (GFAP) in the hippocampus was increased. The protein content of connexion 43 (Cx43), NOD-like receptor protein 3 (NLRP3), apoptosis-associated speck-like protein containing a caspase recruitment domain (ASC) and caspase-1 was increased. The serum content of IL-1ß and the mRNA and protein expression of IL-1ß were increased. The protein content of p-P38MAPK was increased. After treatment with pinocembrin in the model rats, these behavioural changes were improved, and the mRNA and protein levels of the above indicators were decreased. The results of molecular docking confirmed that the affinity of pinocembrin and the P2X4 receptor was - 7.8 (kcal/mol). At the same time, pinocembrin inhibited the ATP release and Ca2+ signal release in primary astrocytes and ATP-activated current of HEK293 cells transfected with the pcDNA3.0-EGFP-hP2X4 plasmid. Therefore, pinocembrin relieved nociceptive and depression-like behaviours in rats with chronic pain and depression comorbidity by inhibiting P2X4 receptor-mediated pyroptosis in the hippocampus. The mechanism of pinocembrin in treating rats with chronic pain and depression comorbidity. GJ stands for gap junction, and Cx43 is mainly expressed in astrocytes.

Gallic Acid Alleviates Neuropathic Pain Behaviors in Rats by Inhibiting P2X7 Receptor-Mediated NF-κB/STAT3 Signaling Pathway.

Neuropathic pain is a complex disease with high incidence. Adenosine triphosphate (ATP) and its activated P2X7 receptor are involved in the signal transmission of neuropathic pain. Gallic acid (3,4,5-trihydroxybenzoic acid) is a traditional Chinese medicine obtained from natural plants that exhibit anti-inflammatory, analgesic, and antitumor effects. However, the underlying mechanism for gallic acid in analgesia remains unknown. This study aims to reveal how gallic acid alleviates neuropathic pain behaviors in a rat model with chronic constriction injury (CCI). Real-time PCR, western blotting, double-label immunofluorescence, molecular docking, and whole-cell patch clamp technology were used to explore the therapeutic action of gallic acid on neuropathic pain. The results showed that after CCI rats were treated with gallic acid for 1 week, the mechanical withdrawal threshold and thermal withdrawal latency were increased, accompanied by inhibition of the upregulated expression of P2X7 and TNF-α at both mRNA and protein levels, and reduced NF-κB and phosphorylated-STAT3 in the dorsal root ganglia. At the same time, gallic acid significantly decreased the coexpression of P2X7 and glial fibrillary acidic protein in the dorsal root ganglia. In addition, gallic acid could suppress ATP-activated current in human embryonic kidney 293 (HEK293) cells transfected with the plasmid expressing P2X7 but had no effect on ATP activation current of P2X7-mutant plasmid (with the point mutation sequence of the key site where gallic acid binds to the P2X7 receptor). Therefore, our work suggests that gallic acid may alleviate neuropathic pain in CCI rats by inhibiting the P2X7 receptor and subsequent activation of the TNF-α/STAT3 signaling pathway.

Contribution of the P2X4 Receptor in Rat Hippocampus to the Comorbidity of Chronic Pain and Depression.

The hippocampus is an important region for the interaction between depression and pain. Studies show that the P2X4 receptor plays key role in neuropathic pain. This work investigated the potential implication of the P2X4 receptor in the hippocampus in comorbidity of chronic pain and depression. The rat model induced by chronic constriction injury (CCI) plus unpredictable chronic mild stress (UCMS) was used in this study. Our data showed that CCI plus UCMS treatment resulted in abnormal changes in pain and depressive-like behaviors in the rat, accompanied by the upregulated expression of P2X4, NLRP3 (NOD-like receptor protein 3) inflammasome, and interleukin-1ß and the activation of p38 MAPK in the hippocampus. The P2X4 antagonist 5-BDBD reversed these abnormal changes in the hippocampus, relieved hippocampal neuronal damage, and alleviated the abnormal pain and depressive-like behaviors in the CCI plus UCMS treated rats. These findings suggest that the P2X4 receptor in the hippocampus may mediate and significantly contribute to the pathological processes of comorbid pain and depression.

Glucokinase in stellate ganglia cooperates with P2X3 receptor to develop cardiac sympathetic neuropathy in type 2 diabetes rats.

Glucokinase (GCK) may be involved in inflammatory pathological changes, while the P2X3 receptor in the stellate ganglia (SG) is related to diabetic cardiac autonomic neuropathy. In this study, we explored the relationship between the upregulated GCK in SG and diabetic cardiac sympathy. The expression and location of GCK and P2X3 in SG of type 2 diabetes mellitus (T2DM) rats were assessed. Changes in cardiac function were determined by measuring blood pressure, sympathetic nerve activity, heart rate, and heart rate variability. P2X3 agonist-activated currents in isolated stellate ganglion neurons and cultured human embryonic kidney 293 (HEK293) cells were recorded using whole-cell patch clamp techniques. The upregulated expression of GCK in SG of T2DM rats was decreased after treatment with GCK short hairpin RNA (shRNA). GCK shRNA treatment also improved the blood pressure, sympathetic nerve activity, heart rate, and heart rate variability in T2DM rats. By contrast, the expression of P2X3 and tumor necrosis factor α (TNF-α) was lessened by GCK shRNA treatment. In addition, adenosine triphosphate (ATP)-activated currents in stellate ganglion neurons and HEK293 cells co-transfected with GCK and P2X3 receptor plasmids were reduced after GCK shRNA treatment. In T2DM rats, knockdown of GCK relieved the diabetic cardiac sympathy mediated by P2X3 receptor-involved upregulation of GCK in SG.

P2Y12 shRNA normalizes inflammatory dysfunctional hepatic glucokinase activity in type 2 diabetic rats.

The celiac ganglion projects its postganglionic (including purinergic) fibers to the liver. P2Y12 receptor is one of the P2Y family members. We found that the expression levels of P2Y12 receptor in both celiac ganglia and liver were increased in type 2 diabetes mellitus (T2DM) rats which also displayed an enhanced activity of celiac sympathetic nerve discharge (SND). In addition, a marked decrease of hepatic glucokinase (GK) expression was accompanied by reduced hepatic glycogen synthesis in T2DM rats, whereas meanwhile the levels of NLRP3, active caspase-1, NF-κB, and interleukin-1ß were elevated. All these abnormal alterations could be largely reversed after treatment of short hairpin RNA (shRNA) targeting P2Y12. Our results indicate that the silence of P2Y12 by shRNA may effectively correct the anomalous activity of celiac SND and improve the dysfunctional hepatic glucokinase by counteracting hepatocyte inflammation and likely pyroptosis due to activated NLRP3 inflammasome and caspase-1 signaling, thereby attenuating hyperglycemia in T2DM rats.

Abnormal sympathetic activity after myocardial ischemia involving P2X4 in dorsal root ganglia.

The satellite glial cells (SGCs) of the dorsal root ganglia (DRG) expressed P2X4 receptor. In this study, we investigated the abnormal sympathetic activity after myocardial ischemia (MI) involving P2X4 receptor in the cervical DRG SGC. The results showed that MI injury upregulated the P2X4 receptor mRNA and protein in DRG, and the upregulated P2X4 receptor was co-localized with glial fibrillary acidic protein (GFAP) in DRG SGCs. P2X4 short hairpin RNA (shRNA) treatment decreased the expression of P2X4 receptor, counteracted the upregulation of GFAP and IL-1ß and inhibited P38MAPK phosphorylation in DRG of MI rats. These results indicate that application of P2X4 shRNA may reduce P2X4-mediated nociceptive signal via inhibiting DRG afferents to alleviate the abnormal sympathetic activity induced by MI.